894 B
894 B
Graph-Aware Planner
The graph-aware planner ranks next concepts using a transparent utility model.
Inputs
- concept graph
- learner mastery state
- evidence summaries
- target concepts
- semantic similarity estimates
- project catalog
Current scoring terms
- readiness_bonus: concept is currently studyable
- target_distance_weight: closer concepts to the target score higher
- weak_dimension_bonus: concepts with known weakness signals are prioritized
- fragile_review_bonus: resurfaced or fragile concepts are review-prioritized
- project_unlock_bonus: concepts that unlock projects score higher
- semantic_similarity_weight: concepts semantically close to targets gain weight
Future work
- learner time budgets
- spaced repetition costs
- multi-objective planning
- planning across multiple targets
- reinforcement learning over curriculum policies